Machine Learning & Data Science · alternatives
Alternatives to KNIME
20 machine learning & data science tools sit alongside KNIME in this directory. Below is what separates each from KNIME on the figures we hold, price, model, tier count and rating, and a direct comparison for every one.
- Alternatives listed
- 20
- With a free tier
- 17
- Cheaper to start
- 0
- KNIME starts at
- Free
Why people look past KNIME
Nothing on the record flags a reason to move. KNIME has a free tier, and starts at Free against a category median of $7.7/month. People still switch over fit and workflow, and those are not things a catalogue entry can measure, which is what the comparisons below are for.
What each alternative does differently
Ordered by the aggregated rating on each catalogue entry. Differences are drawn from price, pricing model, tier count and rating, the fields the category listing carries. For a feature-level difference, follow the head-to-head link on each card: those pages read both full records.
Statistical analysis software for data science
- Starts $99 a month dearer, at $99/month.
- Sold on a subscription model rather than freemium.
Everyday AI, Extraordinary People
Priced and rated the same as KNIME on the figures we hold. The difference, if there is one, is in the feature records.
Build production-ready ML applications
Priced and rated the same as KNIME on the figures we hold. The difference, if there is one, is in the feature records.
AI Cloud for building and deploying AI applications
Priced and rated the same as KNIME on the figures we hold. The difference, if there is one, is in the feature records.
Enterprise MLOps platform
- Sold on a subscription model rather than freemium.
Scalable analytics in Python
- Sold on a open-source model rather than freemium.
- 1 tier to KNIME's 2.
Every KNIME alternative at a glance
A dash means the catalogue entry carries no figure, not that the answer is nothing.
| Tool | Entry price | Model | Tiers | Head to head |
|---|---|---|---|---|
| KNIME (this page) | Free | Freemium | 2 | |
| IBM SPSS | Free, then $99/month | Subscription | 2 | vs KNIME |
| Dataiku | Free | Freemium | 2 | vs KNIME |
| BentoML | Free | Freemium | 2 | vs KNIME |
| H2O.ai | Free | Freemium | 2 | vs KNIME |
| Domino Data Lab | Free | Subscription | 2 | vs KNIME |
| Dask | Free | Open-source | 1 | vs KNIME |
| JMP | Free | Subscription | 2 | vs KNIME |
| Anaconda | Free, then $15/month | - | 3 | vs KNIME |
| BigQuery ML | Free | Usage-based | 2 | vs KNIME |
| DVC | Free | Open-source | 2 | vs KNIME |
| Comet ML | Free | Freemium | 2 | vs KNIME |
| Hugging Face | Free | - | - | vs KNIME |
| Azure Machine Learning | Free | Usage-based | 2 | vs KNIME |
| Databricks | Free | Usage-based | 2 | vs KNIME |
| Alteryx | Free | Subscription | 2 | vs KNIME |
| AWS SageMaker | Free, then $0.04/hour | - | - | vs KNIME |
| Cohere | Free, then $0.4/per-million-tokens | Usage-based | 2 | vs KNIME |
| DataRobot | Free | Subscription | 2 | vs KNIME |
| Groq | On request | Quote | - | vs KNIME |
| Google Vertex AI | On request | - | - | vs KNIME |
Ratings are aggregated from third-party sources and imported with each catalogue entry; Softwr hosts no reviews of these products. How each figure is used is set out on the KNIME badges page.
Cheaper ways to solve the same problem
What you would be giving up
KNIME is most often brought in for building data pipelines and analytics workflows visually rather than in code, connecting and blending data across many sources for analysis. Anything replacing it has to cover the ones you actually depend on, and a cheaper tool that misses one of them is not cheaper.
Two things this page cannot settle. It compares on price, model, tier count and rating, because those are the fields the category listing carries, feature-level differences need both full records, which is what the head-to-head pages load. And the ratings are third-party aggregates imported with each entry rather than reviews written here, so a 0.2 difference between two tools is noise rather than a finding.
If KNIME is broadly right and the question is cost, the KNIME pricing breakdown covers every tier and what each one adds. If you want the whole field rather than a shortlist, the Machine Learning & Data Science category lists everything the directory holds, and best machine learning & data science tools ranks them.
KNIME runs on linux, mac, windows. Platform coverage is not carried on the category listing for the alternatives, so it is one more thing to check on each head-to-head page rather than here.
Questions about KNIME alternatives
- What are the main alternatives to KNIME?
- 20 other machine learning & data science tools are listed in this directory, led by IBM SPSS, Dataiku, BentoML, H2O.ai. They are ordered by the aggregated rating on each catalogue entry, not by any Softwr ranking.
- What is the best free alternative to KNIME?
- 17 of the alternatives listed here can be used without paying: IBM SPSS, Dataiku, BentoML, H2O.ai, Domino Data Lab.
- Is there a reason to switch away from KNIME?
- Nothing in the data flags one. KNIME has a free tier, and starts at Free against a category median of $7.7/month. Fit and workflow are the usual reasons to move, and those are not things this record can measure.
- What would I give up by switching from KNIME?
- KNIME is most often brought in for building data pipelines and analytics workflows visually rather than in code, connecting and blending data across many sources for analysis. Anything you replace it with has to cover the ones you actually rely on, the side-by-side comparisons linked from each alternative below put the two feature records against each other.
- Is there an open-source alternative to KNIME?
- Dask, DVC are recorded with an open-source licence model.
- How were these KNIME alternatives chosen?
- They are the tools filed in the same category, Machine Learning & Data Science, ordered by the aggregated rating on each entry. There is no editorial shortlist, and nothing on this page is paid: no sponsored slot runs on alternatives pages and the order cannot be bought. Softwr has not used these products.
- Where can I compare KNIME against one of these directly?
- Every alternative below has a side-by-side page against KNIME covering price, platforms, features and what each one is used for. Those pages read the full record for both products rather than the summary shown here.
- Does this list cover every machine learning & data science tool?
- No. It covers what this directory holds in the Machine Learning & Data Science category, 20 tools beside KNIME. The category page lists the rest of the catalogue as it grows.